Leveraging Knowledge Graphs for Orphan Entity Allocation in Resume Processing

Significant challenges are posed in talent acquisition and recruitment by processing and analyzing unstructured data, particularly resumes. This research presents a novel approach for orphan entity allocation in resume processing using knowledge graphs. Techniques of association mining, concept extraction, external knowledge linking, named entity recognition, and knowledge graph construction are integrated into our pipeline. By leveraging these techniques, the aim is to automate and enhance the efficiency of the job screening process by successfully bucketing orphan entities within resumes. This allows for more effective matching between candidates and job positions, streamlining the resume screening process, and enhancing the accuracy of candidate-job matching. The approach's exceptional effectiveness and resilience are highlighted through extensive experimentation and evaluation, ensuring that alternative measures can be relied upon for seamless processing and orphan entity allocation in case of any component failure. The capabilities of knowledge graphs in generating valuable insights through intelligent information extraction and representation, specifically in the domain of categorizing orphan entities, are highlighted by the results of our research.Comment: In Proceedings of the 2023 IEEE International Conference on Artificial Intelligence in Engineering and Technology (IICAIET

Scholars Journal of Medical Case Reports ISSN 2347-9507 (Print) Unusual Presentation of Arthritis in an Immunodefecient Child

Abstract: Arthritis may be the first clinical manifestation of primary hypogammaglobulinaemia. We report a case of primary hypogammaglobulinemia who presented with migratory polyarthritis and sore throat. The diagnosis of primary hypogammaglobulinemia (Brutons disease) was delayed as it was previously thought it was migratory polyarthritis, due to Rhematic fever, Which is very common in Asian countries. These patients are likely to develop recurrent infections complicated by arthritis. This delay resulted in considerable joint destruction. The measurement of serum immunoglobulin concentrations readily differentiates immunodeficiency from conditions such as Stili's disease and dictates subsequent management. The importance of presenting this case was that one should be in look out for something more in cases where child is not responding well to antibiotics and getting various bacterial infections on and off